{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate China-Z Index (CZI) with Python\n",
    "\n",
    "China Z-Index (CZI) is extensively used by National Climate Centre (NCC) of China to monitor drought conditions throughout\n",
    "the country (Wu et al., 2001; Dogan et al., 2012). CZI assumes that precipitation data follow the Pearson Type III distribution and is related to Wilson–Hilferty cube-root transformation (Wilson and Hilferty, 1931) from chi-square variable to the Z-scale (Kendall and Stuart, 1977). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/prcphq.046037.month.txt', sep=r\"\\s+\",                    \n",
    "                   skiprows=1, usecols=[1, 2], \n",
    "                   parse_dates=True,\n",
    "                   index_col = 0,\n",
    "                   names=['Date', 'Rain'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate six-monthly CZI\n",
    "\n",
    "Here we use all years as a reference period to calculate monthly long-term normals. ZSI = (p-pm)/s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Rain_6'] = data['Rain'].rolling(6).sum()\n",
    "df_6mon = data[['Rain_6']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_6mon['CZI'] = np.nan\n",
    "\n",
    "for imon in np.arange(1, 13):\n",
    "    sinds = df_6mon.index.month==imon    \n",
    "    x   = df_6mon[sinds]       \n",
    "    zsi = (x -x.mean())/x.std()   \n",
    "    cs  = np.power(zsi, 3)/len(x)\n",
    "    czi = 6.0/cs*np.power((cs/2.0*zsi + 1.0), 1.0/3.0)-6.0/cs + cs/6.0\n",
    "    df_6mon.loc[sinds, 'CZI'] = czi.values[:,0]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rain</th>\n",
       "      <th>Rain_6</th>\n",
       "      <th>CZI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1892-01-31</th>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-02-29</th>\n",
       "      <td>12.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-03-31</th>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-04-30</th>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-05-31</th>\n",
       "      <td>16.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-06-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>-0.916046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-07-31</th>\n",
       "      <td>11.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>-0.806537</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rain  Rain_6       CZI\n",
       "Date                              \n",
       "1892-01-31   2.5     NaN       NaN\n",
       "1892-02-29  12.2     NaN       NaN\n",
       "1892-03-31   1.8     NaN       NaN\n",
       "1892-04-30   1.5     NaN       NaN\n",
       "1892-05-31  16.8     NaN       NaN\n",
       "1892-06-30   1.0    35.8 -0.916046\n",
       "1892-07-31  11.7    45.0 -0.806537"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['CZI'] = df_6mon['CZI']\n",
    "del df_6mon\n",
    "data.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3, 3)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data['CZI'].plot(figsize=(15, 7), )\n",
    "ax.axhline(1,  linestyle='--', color='g')\n",
    "ax.axhline(-1, linestyle='--', color='r')\n",
    "ax.set_title('Six-Monthly China-Z Index', fontsize=16)\n",
    "ax.set_xlim(data.index.min(), data.index.max())\n",
    "ax.set_ylim(-3, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rain</th>\n",
       "      <th>Rain_6</th>\n",
       "      <th>CZI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1892-01-31</th>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-02-29</th>\n",
       "      <td>12.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-03-31</th>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-04-30</th>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-05-31</th>\n",
       "      <td>16.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-06-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>-0.916046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-07-31</th>\n",
       "      <td>11.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>-0.806537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-08-31</th>\n",
       "      <td>3.6</td>\n",
       "      <td>36.4</td>\n",
       "      <td>-0.823021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-09-30</th>\n",
       "      <td>21.6</td>\n",
       "      <td>56.2</td>\n",
       "      <td>-0.564825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-10-31</th>\n",
       "      <td>97.5</td>\n",
       "      <td>152.2</td>\n",
       "      <td>1.031808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-11-30</th>\n",
       "      <td>2.3</td>\n",
       "      <td>137.7</td>\n",
       "      <td>0.768912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-12-31</th>\n",
       "      <td>0.0</td>\n",
       "      <td>136.7</td>\n",
       "      <td>0.624942</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rain  Rain_6       CZI\n",
       "Date                              \n",
       "1892-01-31   2.5     NaN       NaN\n",
       "1892-02-29  12.2     NaN       NaN\n",
       "1892-03-31   1.8     NaN       NaN\n",
       "1892-04-30   1.5     NaN       NaN\n",
       "1892-05-31  16.8     NaN       NaN\n",
       "1892-06-30   1.0    35.8 -0.916046\n",
       "1892-07-31  11.7    45.0 -0.806537\n",
       "1892-08-31   3.6    36.4 -0.823021\n",
       "1892-09-30  21.6    56.2 -0.564825\n",
       "1892-10-31  97.5   152.2  1.031808\n",
       "1892-11-30   2.3   137.7  0.768912\n",
       "1892-12-31   0.0   136.7  0.624942"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29fa0861668>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.Rain_6.plot(figsize=(15, 7),)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary and discussion\n",
    "\n",
    "NCC computes CZI only for 1-month time step. However, CZI could be computed for five time steps i.e. 1-, 3-, 6-, 9- and 12-month time step.\n",
    "\n",
    "Many studies comparing the CZI with that of SPI and Z-score reported similar results (Wu et al., 2001; Morid et al., 2006).\n",
    "Further, Wu et al. (2001) suggested that because of simplicity in calculating drought severity at monthly time step using CZI, it can be preferred over SPI, where rainfall data are often incomplete.\n",
    "\n",
    "## References\n",
    "\n",
    "Dogan, S., Berktay, A., Singh, V.P., 2012. Comparison of multi-monthly rainfall-based drought severity indices, with application to semi-arid Konya closed basin, Turkey. J. Hydrol. 470–471, 255–268.\n",
    "\n",
    "Kendall, M.G.; Stuart, A. The Advanced Theory of Statistics; Charles Griffin & Company-High Wycombe: London, UK, 1997; pp. 400–401.\n",
    "\n",
    "Morid, S., Smakhtin, V., Moghaddasi, M., 2006. Comparison of seven meteorological indices for drought monitoring in Iran. Int. J. Climatol. 26, 971–985.\n",
    "\n",
    "Wilson, E.B., Hilferty, M.M., 1931. The Distribution of Chi-Square. Proc. Natl. Acad. Sci. USA 17, 684–688.\n",
    "\n",
    "Wu, H., Hayes, M.J., Weiss, A., Hu, Q.I., 2001. An evaluation of the standardized precipitation index, the china-Zindex and the statistical Z-Score. Int. J. Climatol.21, 745–758. http://dx.doi.org/10.1002/joc.658."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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